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Such a membership attribute is in agreement with the analysis of real-world networks reported by [5, 23].
This result is even more remarkable if we consider that the Infomap algorithm detects structural clusters based on the probability flow of random walks in the network, while our label propagation mechanism consists of an assignment of a fixed membership attribute - which is not only closer to a real phenomenon, but also computationally easier.
The same reasoning holds for both R&D and co-authorship networks, where communities of collaborating agents do not depend on their geographical or knowledge distance, but are defined by the subsequent propagation of a (virtual) membership attribute, which is the 'label'label
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When thinking of an Asian student solely in terms of her group membership, we attribute her the stereotypical characteristics associated with her group, so she becomes interchangeable with other group members.
However, while individuals within M. berthae and M. myoxinus are predominantly assigned to distinct nuclear clusters, the M. rufus population of Ranomafana has an average of 12% of its overall membership coefficients attributed to the M. berthae cluster and 9% attributed to M. myoxinus clusters (Table 2).
We have recently proposed a new feature selection algorithm, referred to as MEMBAS for MEmbership Margin Based Attribute Selection [ 59] which enables to process similarly the three data types (numerical, qualitative, interval) based on an appropriate mapping using fuzzy logic concepts.
Union officials attribute the membership decline to the Clean Air Act of 1990, which required the use of more low-sulfur coal.
Member-owned and not-for-profit, the institutions have benefited from the explosion in home refinancing, as well as a record growth in membership that industry representatives attribute to consumer disillusionment with the big banks.
Table 2 refers to frequency ratio and fuzzy membership value of each attribute.
During the negotiation, the agents adjust their satisfaction membership degrees on the attribute space as well as their acceptance thresholds to increase the chance of agreement.
For instance, applying an alternative community detection method would have yielded a different partition; or we could have employed a partition completely independent of network topology, based on some node attribute like membership or affiliation to specific organizations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com